polytree
In mathematics, and more specifically in graph theory, a polytree{{sfnp|Dasgupta|1999}} (also called directed tree,{{sfnp|Deo|1974|p=206}} oriented tree{{harvtxt|Harary|Sumner|1980}}; {{harvtxt|Simion|1991}}. or singly connected network{{harvtxt|Kim|Pearl|1983}}.) is a directed acyclic graph whose underlying undirected graph is a tree. In other words, a polytree is formed by assigning an orientation to each edge of a connected and acyclic undirected graph.
A polyforest (or directed forest or oriented forest) is a directed acyclic graph whose underlying undirected graph is a forest. In other words, if we replace its directed edges with undirected edges, we obtain an undirected graph that is acyclic.
A polytree is an example of an oriented graph.
The term polytree was coined in 1987 by Rebane and Pearl.{{harvtxt|Rebane|Pearl|1987}}.
Related structures
- An arborescence is a directed rooted tree, i.e. a directed acyclic graph in which there exists a single source node that has a unique path to every other node. Every arborescence is a polytree, but not every polytree is an arborescence.
- A multitree is a directed acyclic graph in which the subgraph reachable from any node forms a tree. Every polytree is a multitree.
- The reachability relationship among the nodes of a polytree forms a partial order that has order dimension at most three. If the order dimension is three, there must exist a subset of seven elements , , and {{nowrap|(for )}} such that, for {{nowrap|each ,}} either or , with these six inequalities defining the polytree structure on these seven elements.{{sfnp|Trotter|Moore|1977}}
- A fence or zigzag poset is a special case of a polytree in which the underlying tree is a path and the edges have orientations that alternate along the path. The reachability ordering in a polytree has also been called a generalized fence.{{sfnp|Ruskey|1989}}
Enumeration
The number of distinct polytrees on unlabeled nodes, for , is
{{bi|left=1.6|1, 1, 3, 8, 27, 91, 350, 1376, 5743, 24635, 108968, 492180, ... {{OEIS|A000238}}.}}
Sumner's conjecture
Sumner's conjecture, named after David Sumner, states that tournaments are universal graphs for polytrees, in the sense that every tournament with vertices contains every polytree with vertices as a subgraph. Although it remains unsolved, it has been proven for all sufficiently large values of .{{sfnp|Kühn|Mycroft|Osthus|2011}}
Applications
Polytrees have been used as a graphical model for probabilistic reasoning.{{sfnp|Dasgupta|1999}} If a Bayesian network has the structure of a polytree, then belief propagation may be used to perform inference efficiently on it.
The contour tree of a real-valued function on a vector space is a polytree that describes the level sets of the function. The nodes of the contour tree are the level sets that pass through a critical point of the function and the edges describe contiguous sets of level sets without a critical point. The orientation of an edge is determined by the comparison between the function values on the corresponding two level sets.{{sfnp|Carr|Snoeyink|Axen|2000}}
See also
Notes
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